Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 30000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.6 MiB |
| Average record size in memory | 370.5 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 4 |
payment_status_sep is highly overall correlated with payment_status_aug and 2 other fields | High correlation |
payment_status_aug is highly overall correlated with payment_status_sep and 7 other fields | High correlation |
payment_status_jul is highly overall correlated with payment_status_sep and 9 other fields | High correlation |
payment_status_jun is highly overall correlated with payment_status_sep and 10 other fields | High correlation |
payment_status_may is highly overall correlated with payment_status_aug and 8 other fields | High correlation |
payment_status_apr is highly overall correlated with payment_status_aug and 8 other fields | High correlation |
bill_statement_sep is highly overall correlated with payment_status_aug and 8 other fields | High correlation |
bill_statement_aug is highly overall correlated with payment_status_aug and 10 other fields | High correlation |
bill_statement_jul is highly overall correlated with payment_status_aug and 11 other fields | High correlation |
bill_statement_jun is highly overall correlated with payment_status_jul and 13 other fields | High correlation |
bill_statement_may is highly overall correlated with payment_status_jul and 13 other fields | High correlation |
bill_statement_apr is highly overall correlated with payment_status_jun and 11 other fields | High correlation |
previous_payment_sep is highly overall correlated with bill_statement_sep and 5 other fields | High correlation |
previous_payment_aug is highly overall correlated with bill_statement_jul and 5 other fields | High correlation |
previous_payment_jul is highly overall correlated with bill_statement_jun and 7 other fields | High correlation |
previous_payment_jun is highly overall correlated with bill_statement_jun and 6 other fields | High correlation |
previous_payment_may is highly overall correlated with bill_statement_jun and 5 other fields | High correlation |
previous_payment_apr is highly overall correlated with bill_statement_may and 4 other fields | High correlation |
previous_payment_aug is highly skewed (γ1 = 30.45381745) | Skewed |
id is uniformly distributed | Uniform |
id has unique values | Unique |
payment_status_sep has 14737 (49.1%) zeros | Zeros |
payment_status_aug has 15730 (52.4%) zeros | Zeros |
payment_status_jul has 15764 (52.5%) zeros | Zeros |
payment_status_jun has 16455 (54.9%) zeros | Zeros |
payment_status_may has 16947 (56.5%) zeros | Zeros |
payment_status_apr has 16286 (54.3%) zeros | Zeros |
bill_statement_sep has 2008 (6.7%) zeros | Zeros |
bill_statement_aug has 2506 (8.4%) zeros | Zeros |
bill_statement_jul has 2870 (9.6%) zeros | Zeros |
bill_statement_jun has 3195 (10.7%) zeros | Zeros |
bill_statement_may has 3506 (11.7%) zeros | Zeros |
bill_statement_apr has 4020 (13.4%) zeros | Zeros |
previous_payment_sep has 5249 (17.5%) zeros | Zeros |
previous_payment_aug has 5396 (18.0%) zeros | Zeros |
previous_payment_jul has 5968 (19.9%) zeros | Zeros |
previous_payment_jun has 6408 (21.4%) zeros | Zeros |
previous_payment_may has 6703 (22.3%) zeros | Zeros |
previous_payment_apr has 7173 (23.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-02 22:18:04.016790 |
|---|---|
| Analysis finished | 2025-08-02 22:19:15.899264 |
| Duration | 1 minute and 11.88 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 30000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15000.5 |
| Minimum | 1 |
|---|---|
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1500.95 |
| Q1 | 7500.75 |
| median | 15000.5 |
| Q3 | 22500.25 |
| 95-th percentile | 28500.05 |
| Maximum | 30000 |
| Range | 29999 |
| Interquartile range (IQR) | 14999.5 |
Descriptive statistics
| Standard deviation | 8660.3984 |
|---|---|
| Coefficient of variation (CV) | 0.57734065 |
| Kurtosis | -1.2 |
| Mean | 15000.5 |
| Median Absolute Deviation (MAD) | 7500 |
| Skewness | 0 |
| Sum | 4.50015 × 108 |
| Variance | 75002500 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 19997 | 1 | < 0.1% |
| 20009 | 1 | < 0.1% |
| 20008 | 1 | < 0.1% |
| 20007 | 1 | < 0.1% |
| 20006 | 1 | < 0.1% |
| 20005 | 1 | < 0.1% |
| 20004 | 1 | < 0.1% |
| 20003 | 1 | < 0.1% |
| 20002 | 1 | < 0.1% |
| Other values (29990) | 29990 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 30000 | 1 | |
| 29999 | 1 | |
| 29998 | 1 | |
| 29997 | 1 | |
| 29996 | 1 | |
| 29995 | 1 | |
| 29994 | 1 | |
| 29993 | 1 | |
| 29992 | 1 | |
| 29991 | 1 |
limit_bal
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167484.32 |
| Minimum | 10000 |
|---|---|
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129747.66 |
|---|---|
| Coefficient of variation (CV) | 0.77468541 |
| Kurtosis | 0.5362629 |
| Mean | 167484.32 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.99286696 |
| Sum | 5.0245297 × 109 |
| Variance | 1.6834456 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 3365 | 11.2% |
| 20000 | 1976 | 6.6% |
| 30000 | 1610 | 5.4% |
| 80000 | 1567 | 5.2% |
| 200000 | 1528 | 5.1% |
| 150000 | 1110 | 3.7% |
| 100000 | 1048 | 3.5% |
| 180000 | 995 | 3.3% |
| 360000 | 881 | 2.9% |
| 60000 | 825 | 2.8% |
| Other values (71) | 15095 |
| Value | Count | Frequency (%) |
| 10000 | 493 | 1.6% |
| 16000 | 2 | < 0.1% |
| 20000 | 1976 | |
| 30000 | 1610 | |
| 40000 | 230 | 0.8% |
| 50000 | 3365 | |
| 60000 | 825 | 2.8% |
| 70000 | 731 | 2.4% |
| 80000 | 1567 | |
| 90000 | 651 | 2.2% |
| Value | Count | Frequency (%) |
| 1000000 | 1 | < 0.1% |
| 800000 | 2 | < 0.1% |
| 780000 | 2 | < 0.1% |
| 760000 | 1 | < 0.1% |
| 750000 | 4 | |
| 740000 | 2 | < 0.1% |
| 730000 | 2 | < 0.1% |
| 720000 | 3 | < 0.1% |
| 710000 | 6 | |
| 700000 | 8 |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.2074667 |
| Min length | 4 |
Characters and Unicode
| Total characters | 156224 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 18112 | |
| Male | 11888 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 18112 | |
| male | 11888 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 48112 | |
| a | 30000 | |
| l | 30000 | |
| F | 18112 | 11.6% |
| m | 18112 | 11.6% |
| M | 11888 | 7.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 126224 | |
| Uppercase Letter | 30000 | 19.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 48112 | |
| a | 30000 | |
| l | 30000 | |
| m | 18112 | 14.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 18112 | |
| M | 11888 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 156224 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 48112 | |
| a | 30000 | |
| l | 30000 | |
| F | 18112 | 11.6% |
| m | 18112 | 11.6% |
| M | 11888 | 7.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 156224 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 48112 | |
| a | 30000 | |
| l | 30000 | |
| F | 18112 | 11.6% |
| m | 18112 | 11.6% |
| M | 11888 | 7.6% |
education
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 MiB |
| University | |
|---|---|
| Graduate school | |
| High school | |
| Others | 468 |
Length
| Max length | 15 |
|---|---|
| Median length | 11 |
| Mean length | 11.865667 |
| Min length | 6 |
Characters and Unicode
| Total characters | 355970 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | University |
|---|---|
| 2nd row | University |
| 3rd row | University |
| 4th row | University |
| 5th row | University |
Common Values
| Value | Count | Frequency (%) |
| University | 14030 | |
| Graduate school | 10585 | |
| High school | 4917 | 16.4% |
| Others | 468 | 1.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| school | 15502 | |
| university | 14030 | |
| graduate | 10585 | |
| high | 4917 | 10.8% |
| others | 468 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 32977 | 9.3% |
| o | 31004 | 8.7% |
| s | 30000 | 8.4% |
| e | 25083 | 7.0% |
| r | 25083 | 7.0% |
| t | 25083 | 7.0% |
| a | 21170 | 5.9% |
| h | 20887 | 5.9% |
| 15502 | 4.4% | |
| l | 15502 | 4.4% |
| Other values (11) | 113679 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 310468 | |
| Uppercase Letter | 30000 | 8.4% |
| Space Separator | 15502 | 4.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 32977 | |
| o | 31004 | |
| s | 30000 | |
| e | 25083 | 8.1% |
| r | 25083 | 8.1% |
| t | 25083 | 8.1% |
| a | 21170 | 6.8% |
| h | 20887 | 6.7% |
| l | 15502 | 5.0% |
| c | 15502 | 5.0% |
| Other values (6) | 68177 |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 14030 | |
| G | 10585 | |
| H | 4917 | 16.4% |
| O | 468 | 1.6% |
Space Separator
| Value | Count | Frequency (%) |
| 15502 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 340468 | |
| Common | 15502 | 4.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 32977 | 9.7% |
| o | 31004 | 9.1% |
| s | 30000 | 8.8% |
| e | 25083 | 7.4% |
| r | 25083 | 7.4% |
| t | 25083 | 7.4% |
| a | 21170 | 6.2% |
| h | 20887 | 6.1% |
| l | 15502 | 4.6% |
| c | 15502 | 4.6% |
| Other values (10) | 98177 |
Common
| Value | Count | Frequency (%) |
| 15502 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 355970 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 32977 | 9.3% |
| o | 31004 | 8.7% |
| s | 30000 | 8.4% |
| e | 25083 | 7.0% |
| r | 25083 | 7.0% |
| t | 25083 | 7.0% |
| a | 21170 | 5.9% |
| h | 20887 | 5.9% |
| 15502 | 4.4% | |
| l | 15502 | 4.4% |
| Other values (11) | 113679 |
marriage
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| Single | |
|---|---|
| Married | |
| Others | 377 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.4553 |
| Min length | 6 |
Characters and Unicode
| Total characters | 193659 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Single |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Single | 15964 | |
| Married | 13659 | |
| Others | 377 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 15964 | |
| married | 13659 | |
| others | 377 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 30000 | |
| i | 29623 | |
| r | 27695 | |
| S | 15964 | |
| n | 15964 | |
| g | 15964 | |
| l | 15964 | |
| M | 13659 | |
| a | 13659 | |
| d | 13659 | |
| Other values (4) | 1508 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 163659 | |
| Uppercase Letter | 30000 | 15.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 30000 | |
| i | 29623 | |
| r | 27695 | |
| n | 15964 | |
| g | 15964 | |
| l | 15964 | |
| a | 13659 | |
| d | 13659 | |
| t | 377 | 0.2% |
| h | 377 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 15964 | |
| M | 13659 | |
| O | 377 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 193659 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 30000 | |
| i | 29623 | |
| r | 27695 | |
| S | 15964 | |
| n | 15964 | |
| g | 15964 | |
| l | 15964 | |
| M | 13659 | |
| a | 13659 | |
| d | 13659 | |
| Other values (4) | 1508 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 193659 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 30000 | |
| i | 29623 | |
| r | 27695 | |
| S | 15964 | |
| n | 15964 | |
| g | 15964 | |
| l | 15964 | |
| M | 13659 | |
| a | 13659 | |
| d | 13659 | |
| Other values (4) | 1508 | 0.8% |
age
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.4855 |
| Minimum | 21 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.2179041 |
|---|---|
| Coefficient of variation (CV) | 0.25976537 |
| Kurtosis | 0.044303378 |
| Mean | 35.4855 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.73224587 |
| Sum | 1064565 |
| Variance | 84.969755 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 1605 | 5.3% |
| 27 | 1477 | 4.9% |
| 28 | 1409 | 4.7% |
| 30 | 1395 | 4.7% |
| 26 | 1256 | 4.2% |
| 31 | 1217 | 4.1% |
| 25 | 1186 | 4.0% |
| 34 | 1162 | 3.9% |
| 32 | 1158 | 3.9% |
| 33 | 1146 | 3.8% |
| Other values (46) | 16989 |
| Value | Count | Frequency (%) |
| 21 | 67 | 0.2% |
| 22 | 560 | 1.9% |
| 23 | 931 | |
| 24 | 1127 | |
| 25 | 1186 | |
| 26 | 1256 | |
| 27 | 1477 | |
| 28 | 1409 | |
| 29 | 1605 | |
| 30 | 1395 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 1 | < 0.1% |
| 73 | 4 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 3 | < 0.1% |
| 70 | 10 | |
| 69 | 15 | |
| 68 | 5 | < 0.1% |
| 67 | 16 |
payment_status_sep
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0167 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 14737 |
| Zeros (%) | 49.1% |
| Negative | 8445 |
| Negative (%) | 28.1% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1238015 |
|---|---|
| Coefficient of variation (CV) | -67.293505 |
| Kurtosis | 2.720715 |
| Mean | -0.0167 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.73197493 |
| Sum | -501 |
| Variance | 1.2629299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14737 | |
| -1 | 5686 | 19.0% |
| 1 | 3688 | 12.3% |
| -2 | 2759 | 9.2% |
| 2 | 2667 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 8 | 19 | 0.1% |
| 6 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 2759 | 9.2% |
| -1 | 5686 | 19.0% |
| 0 | 14737 | |
| 1 | 3688 | 12.3% |
| 2 | 2667 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 19 | 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 26 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 322 | 1.1% |
| 2 | 2667 | 8.9% |
| 1 | 3688 | 12.3% |
| 0 | 14737 | |
| -1 | 5686 | 19.0% |
payment_status_aug
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13376667 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15730 |
| Zeros (%) | 52.4% |
| Negative | 9832 |
| Negative (%) | 32.8% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.197186 |
|---|---|
| Coefficient of variation (CV) | -8.9498079 |
| Kurtosis | 1.5704177 |
| Mean | -0.13376667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.79056502 |
| Sum | -4013 |
| Variance | 1.4332543 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15730 | |
| -1 | 6050 | 20.2% |
| 2 | 3927 | 13.1% |
| -2 | 3782 | 12.6% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 1 | 28 | 0.1% |
| 5 | 25 | 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3782 | 12.6% |
| -1 | 6050 | 20.2% |
| 0 | 15730 | |
| 1 | 28 | 0.1% |
| 2 | 3927 | 13.1% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 5 | 25 | 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 25 | 0.1% |
| 4 | 99 | 0.3% |
| 3 | 326 | 1.1% |
| 2 | 3927 | 13.1% |
| 1 | 28 | 0.1% |
| 0 | 15730 | |
| -1 | 6050 | 20.2% |
payment_status_jul
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1662 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15764 |
| Zeros (%) | 52.5% |
| Negative | 10023 |
| Negative (%) | 33.4% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1968676 |
|---|---|
| Coefficient of variation (CV) | -7.2013692 |
| Kurtosis | 2.0844359 |
| Mean | -0.1662 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.84068183 |
| Sum | -4986 |
| Variance | 1.432492 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15764 | |
| -1 | 5938 | 19.8% |
| -2 | 4085 | 13.6% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 76 | 0.3% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 1 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4085 | 13.6% |
| -1 | 5938 | 19.8% |
| 0 | 15764 | |
| 1 | 4 | < 0.1% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 76 | 0.3% |
| 5 | 21 | 0.1% |
| 6 | 23 | 0.1% |
| 7 | 27 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 3 | < 0.1% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 240 | 0.8% |
| 2 | 3819 | 12.7% |
| 1 | 4 | < 0.1% |
| 0 | 15764 | |
| -1 | 5938 | 19.8% |
payment_status_jun
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.22066667 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16455 |
| Zeros (%) | 54.9% |
| Negative | 10035 |
| Negative (%) | 33.5% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1691386 |
|---|---|
| Coefficient of variation (CV) | -5.2982113 |
| Kurtosis | 3.4969835 |
| Mean | -0.22066667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.99962941 |
| Sum | -6620 |
| Variance | 1.3668851 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16455 | |
| -1 | 5687 | 19.0% |
| -2 | 4348 | 14.5% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 69 | 0.2% |
| 7 | 58 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4348 | 14.5% |
| -1 | 5687 | 19.0% |
| 0 | 16455 | |
| 1 | 2 | < 0.1% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 69 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 58 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 5 | < 0.1% |
| 5 | 35 | 0.1% |
| 4 | 69 | 0.2% |
| 3 | 180 | 0.6% |
| 2 | 3159 | 10.5% |
| 1 | 2 | < 0.1% |
| 0 | 16455 | |
| -1 | 5687 | 19.0% |
payment_status_may
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2662 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16947 |
| Zeros (%) | 56.5% |
| Negative | 10085 |
| Negative (%) | 33.6% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1331874 |
|---|---|
| Coefficient of variation (CV) | -4.2569024 |
| Kurtosis | 3.9897481 |
| Mean | -0.2662 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.008197 |
| Sum | -7986 |
| Variance | 1.2841137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16947 | |
| -1 | 5539 | 18.5% |
| -2 | 4546 | 15.2% |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 84 | 0.3% |
| 7 | 58 | 0.2% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4546 | 15.2% |
| -1 | 5539 | 18.5% |
| 0 | 16947 | |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 84 | 0.3% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 58 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 4 | < 0.1% |
| 5 | 17 | 0.1% |
| 4 | 84 | 0.3% |
| 3 | 178 | 0.6% |
| 2 | 2626 | 8.8% |
| 0 | 16947 | |
| -1 | 5539 | 18.5% |
| -2 | 4546 | 15.2% |
payment_status_apr
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2911 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16286 |
| Zeros (%) | 54.3% |
| Negative | 10635 |
| Negative (%) | 35.4% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1499876 |
|---|---|
| Coefficient of variation (CV) | -3.95049 |
| Kurtosis | 3.4265341 |
| Mean | -0.2911 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.94802939 |
| Sum | -8733 |
| Variance | 1.3224715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16286 | |
| -1 | 5740 | 19.1% |
| -2 | 4895 | 16.3% |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 49 | 0.2% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4895 | 16.3% |
| -1 | 5740 | 19.1% |
| 0 | 16286 | |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 49 | 0.2% |
| 5 | 13 | < 0.1% |
| 6 | 19 | 0.1% |
| 7 | 46 | 0.2% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 4 | 49 | 0.2% |
| 3 | 184 | 0.6% |
| 2 | 2766 | 9.2% |
| 0 | 16286 | |
| -1 | 5740 | 19.1% |
| -2 | 4895 | 16.3% |
bill_statement_sep
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22723 |
|---|---|
| Distinct (%) | 75.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51223.331 |
| Minimum | -165580 |
|---|---|
| Maximum | 964511 |
| Zeros | 2008 |
| Zeros (%) | 6.7% |
| Negative | 590 |
| Negative (%) | 2.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3558.75 |
| median | 22381.5 |
| Q3 | 67091 |
| 95-th percentile | 201203.05 |
| Maximum | 964511 |
| Range | 1130091 |
| Interquartile range (IQR) | 63532.25 |
Descriptive statistics
| Standard deviation | 73635.861 |
|---|---|
| Coefficient of variation (CV) | 1.4375453 |
| Kurtosis | 9.8062893 |
| Mean | 51223.331 |
| Median Absolute Deviation (MAD) | 21800.5 |
| Skewness | 2.663861 |
| Sum | 1.5366999 × 109 |
| Variance | 5.42224 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2008 | 6.7% |
| 390 | 244 | 0.8% |
| 780 | 76 | 0.3% |
| 326 | 72 | 0.2% |
| 316 | 63 | 0.2% |
| 2500 | 59 | 0.2% |
| 396 | 49 | 0.2% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 500 | 25 | 0.1% |
| Other values (22713) | 27336 |
| Value | Count | Frequency (%) |
| -165580 | 1 | |
| -154973 | 1 | |
| -15308 | 1 | |
| -14386 | 1 | |
| -11545 | 1 | |
| -10682 | 1 | |
| -9802 | 1 | |
| -9095 | 1 | |
| -8187 | 1 | |
| -7438 | 1 |
| Value | Count | Frequency (%) |
| 964511 | 1 | |
| 746814 | 1 | |
| 653062 | 1 | |
| 630458 | 1 | |
| 626648 | 1 | |
| 621749 | 1 | |
| 613860 | 1 | |
| 610723 | 1 | |
| 608594 | 1 | |
| 604019 | 1 |
bill_statement_aug
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22346 |
|---|---|
| Distinct (%) | 74.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49179.075 |
| Minimum | -69777 |
|---|---|
| Maximum | 983931 |
| Zeros | 2506 |
| Zeros (%) | 8.4% |
| Negative | 669 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2984.75 |
| median | 21200 |
| Q3 | 64006.25 |
| 95-th percentile | 194792.2 |
| Maximum | 983931 |
| Range | 1053708 |
| Interquartile range (IQR) | 61021.5 |
Descriptive statistics
| Standard deviation | 71173.769 |
|---|---|
| Coefficient of variation (CV) | 1.4472368 |
| Kurtosis | 10.302946 |
| Mean | 49179.075 |
| Median Absolute Deviation (MAD) | 20810 |
| Skewness | 2.7052209 |
| Sum | 1.4753723 × 109 |
| Variance | 5.0657054 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2506 | 8.4% |
| 390 | 231 | 0.8% |
| 326 | 75 | 0.2% |
| 780 | 75 | 0.2% |
| 316 | 72 | 0.2% |
| 396 | 51 | 0.2% |
| 2500 | 51 | 0.2% |
| 2400 | 42 | 0.1% |
| -200 | 29 | 0.1% |
| 416 | 28 | 0.1% |
| Other values (22336) | 26840 |
| Value | Count | Frequency (%) |
| -69777 | 1 | |
| -67526 | 1 | |
| -33350 | 1 | |
| -30000 | 1 | |
| -26214 | 1 | |
| -24704 | 1 | |
| -24702 | 1 | |
| -22960 | 1 | |
| -18618 | 1 | |
| -18088 | 1 |
| Value | Count | Frequency (%) |
| 983931 | 1 | |
| 743970 | 1 | |
| 671563 | 1 | |
| 646770 | 1 | |
| 624475 | 1 | |
| 605943 | 1 | |
| 597793 | 1 | |
| 586825 | 1 | |
| 581775 | 1 | |
| 577681 | 1 |
bill_statement_jul
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22026 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47013.155 |
| Minimum | -157264 |
|---|---|
| Maximum | 1664089 |
| Zeros | 2870 |
| Zeros (%) | 9.6% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2666.25 |
| median | 20088.5 |
| Q3 | 60164.75 |
| 95-th percentile | 187821.05 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 57498.5 |
Descriptive statistics
| Standard deviation | 69349.387 |
|---|---|
| Coefficient of variation (CV) | 1.475106 |
| Kurtosis | 19.783255 |
| Mean | 47013.155 |
| Median Absolute Deviation (MAD) | 19708.5 |
| Skewness | 3.08783 |
| Sum | 1.4103946 × 109 |
| Variance | 4.8093375 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2870 | 9.6% |
| 390 | 275 | 0.9% |
| 780 | 74 | 0.2% |
| 326 | 63 | 0.2% |
| 316 | 62 | 0.2% |
| 396 | 48 | 0.2% |
| 2500 | 40 | 0.1% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 200 | 27 | 0.1% |
| Other values (22016) | 26473 |
| Value | Count | Frequency (%) |
| -157264 | 1 | |
| -61506 | 1 | |
| -46127 | 1 | |
| -34041 | 1 | |
| -25443 | 1 | |
| -24702 | 1 | |
| -20320 | 1 | |
| -17706 | 1 | |
| -15910 | 1 | |
| -15641 | 1 |
| Value | Count | Frequency (%) |
| 1664089 | 1 | |
| 855086 | 1 | |
| 693131 | 1 | |
| 689643 | 1 | |
| 689627 | 1 | |
| 632041 | 1 | |
| 597415 | 1 | |
| 578971 | 1 | |
| 577957 | 1 | |
| 577015 | 1 |
bill_statement_jun
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21548 |
|---|---|
| Distinct (%) | 71.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43262.949 |
| Minimum | -170000 |
|---|---|
| Maximum | 891586 |
| Zeros | 3195 |
| Zeros (%) | 10.7% |
| Negative | 675 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -170000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2326.75 |
| median | 19052 |
| Q3 | 54506 |
| 95-th percentile | 174333.35 |
| Maximum | 891586 |
| Range | 1061586 |
| Interquartile range (IQR) | 52179.25 |
Descriptive statistics
| Standard deviation | 64332.856 |
|---|---|
| Coefficient of variation (CV) | 1.4870197 |
| Kurtosis | 11.309325 |
| Mean | 43262.949 |
| Median Absolute Deviation (MAD) | 18656 |
| Skewness | 2.8219653 |
| Sum | 1.2978885 × 109 |
| Variance | 4.1387164 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3195 | 10.7% |
| 390 | 246 | 0.8% |
| 780 | 101 | 0.3% |
| 316 | 68 | 0.2% |
| 326 | 62 | 0.2% |
| 396 | 44 | 0.1% |
| 2400 | 39 | 0.1% |
| 150 | 39 | 0.1% |
| 2500 | 34 | 0.1% |
| 416 | 33 | 0.1% |
| Other values (21538) | 26139 |
| Value | Count | Frequency (%) |
| -170000 | 1 | |
| -81334 | 1 | |
| -65167 | 1 | |
| -50616 | 1 | |
| -46627 | 1 | |
| -34503 | 1 | |
| -27490 | 1 | |
| -24303 | 1 | |
| -22108 | 1 | |
| -20320 | 1 |
| Value | Count | Frequency (%) |
| 891586 | 1 | |
| 706864 | 1 | |
| 628699 | 1 | |
| 616836 | 1 | |
| 572805 | 1 | |
| 569034 | 1 | |
| 565669 | 1 | |
| 563543 | 1 | |
| 548020 | 1 | |
| 542653 | 1 |
bill_statement_may
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21010 |
|---|---|
| Distinct (%) | 70.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40311.401 |
| Minimum | -81334 |
|---|---|
| Maximum | 927171 |
| Zeros | 3506 |
| Zeros (%) | 11.7% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -81334 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1763 |
| median | 18104.5 |
| Q3 | 50190.5 |
| 95-th percentile | 165794.3 |
| Maximum | 927171 |
| Range | 1008505 |
| Interquartile range (IQR) | 48427.5 |
Descriptive statistics
| Standard deviation | 60797.156 |
|---|---|
| Coefficient of variation (CV) | 1.5081876 |
| Kurtosis | 12.305881 |
| Mean | 40311.401 |
| Median Absolute Deviation (MAD) | 17688.5 |
| Skewness | 2.8763799 |
| Sum | 1.209342 × 109 |
| Variance | 3.6962941 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3506 | 11.7% |
| 390 | 235 | 0.8% |
| 780 | 94 | 0.3% |
| 316 | 79 | 0.3% |
| 326 | 62 | 0.2% |
| 150 | 58 | 0.2% |
| 396 | 47 | 0.2% |
| 2400 | 39 | 0.1% |
| 2500 | 37 | 0.1% |
| 416 | 36 | 0.1% |
| Other values (21000) | 25807 |
| Value | Count | Frequency (%) |
| -81334 | 1 | |
| -61372 | 1 | |
| -53007 | 1 | |
| -46627 | 1 | |
| -37594 | 1 | |
| -36156 | 1 | |
| -30481 | 1 | |
| -28335 | 1 | |
| -23003 | 1 | |
| -20753 | 1 |
| Value | Count | Frequency (%) |
| 927171 | 1 | |
| 823540 | 1 | |
| 587067 | 1 | |
| 551702 | 1 | |
| 547880 | 1 | |
| 530672 | 1 | |
| 524315 | 1 | |
| 516139 | 1 | |
| 514114 | 1 | |
| 508213 | 1 |
bill_statement_apr
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 20604 |
|---|---|
| Distinct (%) | 68.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38871.76 |
| Minimum | -339603 |
|---|---|
| Maximum | 961664 |
| Zeros | 4020 |
| Zeros (%) | 13.4% |
| Negative | 688 |
| Negative (%) | 2.3% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1256 |
| median | 17071 |
| Q3 | 49198.25 |
| 95-th percentile | 161912 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 47942.25 |
Descriptive statistics
| Standard deviation | 59554.108 |
|---|---|
| Coefficient of variation (CV) | 1.5320661 |
| Kurtosis | 12.270705 |
| Mean | 38871.76 |
| Median Absolute Deviation (MAD) | 16755 |
| Skewness | 2.8466446 |
| Sum | 1.1661528 × 109 |
| Variance | 3.5466917 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4020 | 13.4% |
| 390 | 207 | 0.7% |
| 780 | 86 | 0.3% |
| 150 | 78 | 0.3% |
| 316 | 77 | 0.3% |
| 326 | 56 | 0.2% |
| 396 | 45 | 0.1% |
| 416 | 36 | 0.1% |
| -18 | 33 | 0.1% |
| 2400 | 32 | 0.1% |
| Other values (20594) | 25330 |
| Value | Count | Frequency (%) |
| -339603 | 1 | |
| -209051 | 1 | |
| -150953 | 1 | |
| -94625 | 1 | |
| -73895 | 1 | |
| -57060 | 1 | |
| -51443 | 1 | |
| -51183 | 1 | |
| -46627 | 1 | |
| -45734 | 1 |
| Value | Count | Frequency (%) |
| 961664 | 1 | |
| 699944 | 1 | |
| 568638 | 1 | |
| 527711 | 1 | |
| 527566 | 1 | |
| 514975 | 1 | |
| 513798 | 1 | |
| 511905 | 1 | |
| 501370 | 1 | |
| 499100 | 1 |
previous_payment_sep
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7943 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5663.5805 |
| Minimum | 0 |
|---|---|
| Maximum | 873552 |
| Zeros | 5249 |
| Zeros (%) | 17.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2100 |
| Q3 | 5006 |
| 95-th percentile | 18428.2 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4006 |
Descriptive statistics
| Standard deviation | 16563.28 |
|---|---|
| Coefficient of variation (CV) | 2.9245246 |
| Kurtosis | 415.25474 |
| Mean | 5663.5805 |
| Median Absolute Deviation (MAD) | 1932 |
| Skewness | 14.668364 |
| Sum | 1.6990742 × 108 |
| Variance | 2.7434226 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5249 | 17.5% |
| 2000 | 1363 | 4.5% |
| 3000 | 891 | 3.0% |
| 5000 | 698 | 2.3% |
| 1500 | 507 | 1.7% |
| 4000 | 426 | 1.4% |
| 10000 | 401 | 1.3% |
| 1000 | 365 | 1.2% |
| 2500 | 298 | 1.0% |
| 6000 | 294 | 1.0% |
| Other values (7933) | 19508 |
| Value | Count | Frequency (%) |
| 0 | 5249 | |
| 1 | 9 | < 0.1% |
| 2 | 14 | < 0.1% |
| 3 | 15 | 0.1% |
| 4 | 18 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 15 | 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 873552 | 1 | |
| 505000 | 1 | |
| 493358 | 1 | |
| 423903 | 1 | |
| 405016 | 1 | |
| 368199 | 1 | |
| 323014 | 1 | |
| 304815 | 1 | |
| 302000 | 1 | |
| 300039 | 1 |
previous_payment_aug
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 7899 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5921.1635 |
| Minimum | 0 |
|---|---|
| Maximum | 1684259 |
| Zeros | 5396 |
| Zeros (%) | 18.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 833 |
| median | 2009 |
| Q3 | 5000 |
| 95-th percentile | 19004.35 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4167 |
Descriptive statistics
| Standard deviation | 23040.87 |
|---|---|
| Coefficient of variation (CV) | 3.8912741 |
| Kurtosis | 1641.6319 |
| Mean | 5921.1635 |
| Median Absolute Deviation (MAD) | 1991 |
| Skewness | 30.453817 |
| Sum | 1.776349 × 108 |
| Variance | 5.3088171 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5396 | 18.0% |
| 2000 | 1290 | 4.3% |
| 3000 | 857 | 2.9% |
| 5000 | 717 | 2.4% |
| 1000 | 594 | 2.0% |
| 1500 | 521 | 1.7% |
| 4000 | 410 | 1.4% |
| 10000 | 318 | 1.1% |
| 6000 | 283 | 0.9% |
| 2500 | 251 | 0.8% |
| Other values (7889) | 19363 |
| Value | Count | Frequency (%) |
| 0 | 5396 | |
| 1 | 15 | 0.1% |
| 2 | 20 | 0.1% |
| 3 | 18 | 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 25 | 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 1684259 | 1 | |
| 1227082 | 1 | |
| 1215471 | 1 | |
| 1024516 | 1 | |
| 580464 | 1 | |
| 415552 | 1 | |
| 401003 | 1 | |
| 388126 | 1 | |
| 385228 | 1 | |
| 384986 | 1 |
previous_payment_jul
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7518 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5225.6815 |
| Minimum | 0 |
|---|---|
| Maximum | 896040 |
| Zeros | 5968 |
| Zeros (%) | 19.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1800 |
| Q3 | 4505 |
| 95-th percentile | 17589.4 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 4115 |
Descriptive statistics
| Standard deviation | 17606.961 |
|---|---|
| Coefficient of variation (CV) | 3.3693139 |
| Kurtosis | 564.31123 |
| Mean | 5225.6815 |
| Median Absolute Deviation (MAD) | 1795 |
| Skewness | 17.216635 |
| Sum | 1.5677044 × 108 |
| Variance | 3.1000509 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5968 | 19.9% |
| 2000 | 1285 | 4.3% |
| 1000 | 1103 | 3.7% |
| 3000 | 870 | 2.9% |
| 5000 | 721 | 2.4% |
| 1500 | 490 | 1.6% |
| 4000 | 381 | 1.3% |
| 10000 | 312 | 1.0% |
| 1200 | 243 | 0.8% |
| 6000 | 241 | 0.8% |
| Other values (7508) | 18386 |
| Value | Count | Frequency (%) |
| 0 | 5968 | |
| 1 | 13 | < 0.1% |
| 2 | 19 | 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 15 | 0.1% |
| 5 | 18 | 0.1% |
| 6 | 14 | < 0.1% |
| 7 | 18 | 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 896040 | 1 | |
| 889043 | 1 | |
| 508229 | 1 | |
| 417588 | 1 | |
| 400972 | 1 | |
| 397092 | 1 | |
| 380478 | 1 | |
| 371718 | 1 | |
| 349395 | 1 | |
| 344261 | 1 |
previous_payment_jun
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6937 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4826.0769 |
| Minimum | 0 |
|---|---|
| Maximum | 621000 |
| Zeros | 6408 |
| Zeros (%) | 21.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 296 |
| median | 1500 |
| Q3 | 4013.25 |
| 95-th percentile | 16014.95 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3717.25 |
Descriptive statistics
| Standard deviation | 15666.16 |
|---|---|
| Coefficient of variation (CV) | 3.246148 |
| Kurtosis | 277.33377 |
| Mean | 4826.0769 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 12.904985 |
| Sum | 1.4478231 × 108 |
| Variance | 2.4542856 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6408 | 21.4% |
| 1000 | 1394 | 4.6% |
| 2000 | 1214 | 4.0% |
| 3000 | 887 | 3.0% |
| 5000 | 810 | 2.7% |
| 1500 | 441 | 1.5% |
| 4000 | 402 | 1.3% |
| 10000 | 341 | 1.1% |
| 2500 | 259 | 0.9% |
| 500 | 258 | 0.9% |
| Other values (6927) | 17586 |
| Value | Count | Frequency (%) |
| 0 | 6408 | |
| 1 | 22 | 0.1% |
| 2 | 22 | 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 20 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 16 | 0.1% |
| 7 | 11 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 621000 | 1 | |
| 528897 | 1 | |
| 497000 | 1 | |
| 432130 | 1 | |
| 400046 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 320008 | 1 | |
| 313094 | 1 | |
| 292962 | 1 |
previous_payment_may
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6897 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4799.3876 |
| Minimum | 0 |
|---|---|
| Maximum | 426529 |
| Zeros | 6703 |
| Zeros (%) | 22.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 252.5 |
| median | 1500 |
| Q3 | 4031.5 |
| 95-th percentile | 16000 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3779 |
Descriptive statistics
| Standard deviation | 15278.306 |
|---|---|
| Coefficient of variation (CV) | 3.1833865 |
| Kurtosis | 180.06394 |
| Mean | 4799.3876 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.127417 |
| Sum | 1.4398163 × 108 |
| Variance | 2.3342662 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6703 | 22.3% |
| 1000 | 1340 | 4.5% |
| 2000 | 1323 | 4.4% |
| 3000 | 947 | 3.2% |
| 5000 | 814 | 2.7% |
| 1500 | 426 | 1.4% |
| 4000 | 401 | 1.3% |
| 10000 | 343 | 1.1% |
| 500 | 250 | 0.8% |
| 6000 | 247 | 0.8% |
| Other values (6887) | 17206 |
| Value | Count | Frequency (%) |
| 0 | 6703 | |
| 1 | 21 | 0.1% |
| 2 | 13 | < 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 426529 | 1 | |
| 417990 | 1 | |
| 388071 | 1 | |
| 379267 | 1 | |
| 332000 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 326889 | 1 | |
| 317077 | 1 | |
| 310135 | 1 |
previous_payment_apr
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6939 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5215.5026 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 7173 |
| Zeros (%) | 23.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 117.75 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 17343.8 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3882.25 |
Descriptive statistics
| Standard deviation | 17777.466 |
|---|---|
| Coefficient of variation (CV) | 3.4085815 |
| Kurtosis | 167.16143 |
| Mean | 5215.5026 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.640727 |
| Sum | 1.5646508 × 108 |
| Variance | 3.1603829 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7173 | |
| 1000 | 1299 | 4.3% |
| 2000 | 1295 | 4.3% |
| 3000 | 914 | 3.0% |
| 5000 | 808 | 2.7% |
| 1500 | 439 | 1.5% |
| 4000 | 411 | 1.4% |
| 10000 | 356 | 1.2% |
| 500 | 247 | 0.8% |
| 6000 | 220 | 0.7% |
| Other values (6929) | 16838 |
| Value | Count | Frequency (%) |
| 0 | 7173 | |
| 1 | 20 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 527143 | 1 | |
| 443001 | 1 | |
| 422000 | 1 | |
| 403500 | 1 | |
| 377000 | 1 | |
| 372495 | 1 | |
| 351282 | 1 | |
| 345293 | 1 | |
| 308000 | 1 |
default_payment_next_month
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 30000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 30000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
| id | limit_bal | age | payment_status_sep | payment_status_aug | payment_status_jul | payment_status_jun | payment_status_may | payment_status_apr | bill_statement_sep | bill_statement_aug | bill_statement_jul | bill_statement_jun | bill_statement_may | bill_statement_apr | previous_payment_sep | previous_payment_aug | previous_payment_jul | previous_payment_jun | previous_payment_may | previous_payment_apr | sex | education | marriage | default_payment_next_month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.031 | 0.025 | -0.025 | -0.005 | -0.009 | -0.004 | -0.016 | -0.006 | 0.011 | 0.010 | 0.016 | 0.033 | 0.015 | 0.020 | 0.012 | 0.051 | 0.094 | 0.022 | 0.012 | 0.038 | 0.179 | 0.048 | 0.025 | 0.038 |
| limit_bal | 0.031 | 1.000 | 0.186 | -0.296 | -0.343 | -0.332 | -0.309 | -0.285 | -0.264 | 0.054 | 0.049 | 0.061 | 0.073 | 0.081 | 0.088 | 0.272 | 0.278 | 0.284 | 0.283 | 0.294 | 0.317 | 0.073 | 0.159 | 0.078 | 0.157 |
| age | 0.025 | 0.186 | 1.000 | -0.064 | -0.083 | -0.083 | -0.080 | -0.083 | -0.076 | 0.001 | 0.002 | 0.002 | -0.003 | -0.000 | 0.000 | 0.034 | 0.044 | 0.033 | 0.041 | 0.038 | 0.039 | 0.091 | 0.157 | 0.350 | 0.048 |
| payment_status_sep | -0.025 | -0.296 | -0.064 | 1.000 | 0.627 | 0.548 | 0.516 | 0.486 | 0.464 | 0.315 | 0.330 | 0.314 | 0.307 | 0.299 | 0.289 | -0.098 | -0.064 | -0.054 | -0.034 | -0.026 | -0.045 | 0.059 | 0.113 | 0.039 | 0.422 |
| payment_status_aug | -0.005 | -0.343 | -0.083 | 0.627 | 1.000 | 0.799 | 0.713 | 0.674 | 0.635 | 0.571 | 0.551 | 0.519 | 0.498 | 0.478 | 0.459 | 0.020 | 0.084 | 0.087 | 0.095 | 0.099 | 0.082 | 0.071 | 0.123 | 0.041 | 0.340 |
| payment_status_jul | -0.009 | -0.332 | -0.083 | 0.548 | 0.799 | 1.000 | 0.801 | 0.718 | 0.671 | 0.524 | 0.589 | 0.557 | 0.531 | 0.507 | 0.485 | 0.216 | 0.037 | 0.103 | 0.119 | 0.124 | 0.098 | 0.067 | 0.119 | 0.037 | 0.294 |
| payment_status_jun | -0.004 | -0.309 | -0.080 | 0.516 | 0.713 | 0.801 | 1.000 | 0.822 | 0.732 | 0.512 | 0.558 | 0.619 | 0.593 | 0.561 | 0.534 | 0.185 | 0.246 | 0.069 | 0.144 | 0.162 | 0.143 | 0.063 | 0.109 | 0.041 | 0.278 |
| payment_status_may | -0.016 | -0.285 | -0.083 | 0.486 | 0.674 | 0.718 | 0.822 | 1.000 | 0.821 | 0.499 | 0.538 | 0.587 | 0.650 | 0.618 | 0.579 | 0.175 | 0.222 | 0.260 | 0.107 | 0.185 | 0.172 | 0.056 | 0.100 | 0.039 | 0.269 |
| payment_status_apr | -0.006 | -0.264 | -0.076 | 0.464 | 0.635 | 0.671 | 0.732 | 0.821 | 1.000 | 0.488 | 0.524 | 0.561 | 0.606 | 0.668 | 0.630 | 0.178 | 0.200 | 0.238 | 0.284 | 0.141 | 0.198 | 0.047 | 0.097 | 0.035 | 0.249 |
| bill_statement_sep | 0.011 | 0.054 | 0.001 | 0.315 | 0.571 | 0.524 | 0.512 | 0.499 | 0.488 | 1.000 | 0.911 | 0.858 | 0.807 | 0.769 | 0.734 | 0.502 | 0.472 | 0.441 | 0.442 | 0.425 | 0.410 | 0.026 | 0.041 | 0.022 | 0.031 |
| bill_statement_aug | 0.010 | 0.049 | 0.002 | 0.330 | 0.551 | 0.589 | 0.558 | 0.538 | 0.524 | 0.911 | 1.000 | 0.908 | 0.848 | 0.803 | 0.765 | 0.636 | 0.498 | 0.468 | 0.461 | 0.449 | 0.429 | 0.033 | 0.058 | 0.018 | 0.031 |
| bill_statement_jul | 0.016 | 0.061 | 0.002 | 0.314 | 0.519 | 0.557 | 0.619 | 0.587 | 0.561 | 0.858 | 0.908 | 1.000 | 0.904 | 0.849 | 0.804 | 0.550 | 0.638 | 0.492 | 0.489 | 0.477 | 0.458 | 0.018 | 0.059 | 0.016 | 0.000 |
| bill_statement_jun | 0.033 | 0.073 | -0.003 | 0.307 | 0.498 | 0.531 | 0.593 | 0.650 | 0.606 | 0.807 | 0.848 | 0.904 | 1.000 | 0.903 | 0.848 | 0.512 | 0.555 | 0.634 | 0.507 | 0.504 | 0.481 | 0.026 | 0.036 | 0.021 | 0.019 |
| bill_statement_may | 0.015 | 0.081 | -0.000 | 0.299 | 0.478 | 0.507 | 0.561 | 0.618 | 0.668 | 0.769 | 0.803 | 0.849 | 0.903 | 1.000 | 0.902 | 0.483 | 0.515 | 0.549 | 0.647 | 0.525 | 0.509 | 0.021 | 0.057 | 0.021 | 0.017 |
| bill_statement_apr | 0.020 | 0.088 | 0.000 | 0.289 | 0.459 | 0.485 | 0.534 | 0.579 | 0.630 | 0.734 | 0.765 | 0.804 | 0.848 | 0.902 | 1.000 | 0.456 | 0.487 | 0.519 | 0.570 | 0.666 | 0.529 | 0.026 | 0.028 | 0.022 | 0.022 |
| previous_payment_sep | 0.012 | 0.272 | 0.034 | -0.098 | 0.020 | 0.216 | 0.185 | 0.175 | 0.178 | 0.502 | 0.636 | 0.550 | 0.512 | 0.483 | 0.456 | 1.000 | 0.512 | 0.519 | 0.486 | 0.468 | 0.455 | 0.000 | 0.000 | 0.034 | 0.027 |
| previous_payment_aug | 0.051 | 0.278 | 0.044 | -0.064 | 0.084 | 0.037 | 0.246 | 0.222 | 0.200 | 0.472 | 0.498 | 0.638 | 0.555 | 0.515 | 0.487 | 0.512 | 1.000 | 0.516 | 0.520 | 0.497 | 0.491 | 0.000 | 0.000 | 0.024 | 0.013 |
| previous_payment_jul | 0.094 | 0.284 | 0.033 | -0.054 | 0.087 | 0.103 | 0.069 | 0.260 | 0.238 | 0.441 | 0.468 | 0.492 | 0.634 | 0.549 | 0.519 | 0.519 | 0.516 | 1.000 | 0.516 | 0.534 | 0.505 | 0.012 | 0.021 | 0.023 | 0.024 |
| previous_payment_jun | 0.022 | 0.283 | 0.041 | -0.034 | 0.095 | 0.119 | 0.144 | 0.107 | 0.284 | 0.442 | 0.461 | 0.489 | 0.507 | 0.647 | 0.570 | 0.486 | 0.520 | 0.516 | 1.000 | 0.534 | 0.547 | 0.000 | 0.000 | 0.035 | 0.022 |
| previous_payment_may | 0.012 | 0.294 | 0.038 | -0.026 | 0.099 | 0.124 | 0.162 | 0.185 | 0.141 | 0.425 | 0.449 | 0.477 | 0.504 | 0.525 | 0.666 | 0.468 | 0.497 | 0.534 | 0.534 | 1.000 | 0.549 | 0.014 | 0.017 | 0.010 | 0.035 |
| previous_payment_apr | 0.038 | 0.317 | 0.039 | -0.045 | 0.082 | 0.098 | 0.143 | 0.172 | 0.198 | 0.410 | 0.429 | 0.458 | 0.481 | 0.509 | 0.529 | 0.455 | 0.491 | 0.505 | 0.547 | 0.549 | 1.000 | 0.012 | 0.029 | 0.002 | 0.028 |
| sex | 0.179 | 0.073 | 0.091 | 0.059 | 0.071 | 0.067 | 0.063 | 0.056 | 0.047 | 0.026 | 0.033 | 0.018 | 0.026 | 0.021 | 0.026 | 0.000 | 0.000 | 0.012 | 0.000 | 0.014 | 0.012 | 1.000 | 0.026 | 0.030 | 0.039 |
| education | 0.048 | 0.159 | 0.157 | 0.113 | 0.123 | 0.119 | 0.109 | 0.100 | 0.097 | 0.041 | 0.058 | 0.059 | 0.036 | 0.057 | 0.028 | 0.000 | 0.000 | 0.021 | 0.000 | 0.017 | 0.029 | 0.026 | 1.000 | 0.134 | 0.072 |
| marriage | 0.025 | 0.078 | 0.350 | 0.039 | 0.041 | 0.037 | 0.041 | 0.039 | 0.035 | 0.022 | 0.018 | 0.016 | 0.021 | 0.021 | 0.022 | 0.034 | 0.024 | 0.023 | 0.035 | 0.010 | 0.002 | 0.030 | 0.134 | 1.000 | 0.030 |
| default_payment_next_month | 0.038 | 0.157 | 0.048 | 0.422 | 0.340 | 0.294 | 0.278 | 0.269 | 0.249 | 0.031 | 0.031 | 0.000 | 0.019 | 0.017 | 0.022 | 0.027 | 0.013 | 0.024 | 0.022 | 0.035 | 0.028 | 0.039 | 0.072 | 0.030 | 1.000 |
| id | limit_bal | sex | education | marriage | age | payment_status_sep | payment_status_aug | payment_status_jul | payment_status_jun | payment_status_may | payment_status_apr | bill_statement_sep | bill_statement_aug | bill_statement_jul | bill_statement_jun | bill_statement_may | bill_statement_apr | previous_payment_sep | previous_payment_aug | previous_payment_jul | previous_payment_jun | previous_payment_may | previous_payment_apr | default_payment_next_month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 20000 | Female | University | Married | 24 | 2 | 2 | -1 | -1 | -2 | -2 | 3913 | 3102 | 689 | 0 | 0 | 0 | 0 | 689 | 0 | 0 | 0 | 0 | 1 |
| 1 | 2 | 120000 | Female | University | Single | 26 | -1 | 2 | 0 | 0 | 0 | 2 | 2682 | 1725 | 2682 | 3272 | 3455 | 3261 | 0 | 1000 | 1000 | 1000 | 0 | 2000 | 1 |
| 2 | 3 | 90000 | Female | University | Single | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 29239 | 14027 | 13559 | 14331 | 14948 | 15549 | 1518 | 1500 | 1000 | 1000 | 1000 | 5000 | 0 |
| 3 | 4 | 50000 | Female | University | Married | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 46990 | 48233 | 49291 | 28314 | 28959 | 29547 | 2000 | 2019 | 1200 | 1100 | 1069 | 1000 | 0 |
| 4 | 5 | 50000 | Male | University | Married | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 8617 | 5670 | 35835 | 20940 | 19146 | 19131 | 2000 | 36681 | 10000 | 9000 | 689 | 679 | 0 |
| 5 | 6 | 50000 | Male | Graduate school | Single | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 64400 | 57069 | 57608 | 19394 | 19619 | 20024 | 2500 | 1815 | 657 | 1000 | 1000 | 800 | 0 |
| 6 | 7 | 500000 | Male | Graduate school | Single | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 367965 | 412023 | 445007 | 542653 | 483003 | 473944 | 55000 | 40000 | 38000 | 20239 | 13750 | 13770 | 0 |
| 7 | 8 | 100000 | Female | University | Single | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 11876 | 380 | 601 | 221 | -159 | 567 | 380 | 601 | 0 | 581 | 1687 | 1542 | 0 |
| 8 | 9 | 140000 | Female | High school | Married | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 11285 | 14096 | 12108 | 12211 | 11793 | 3719 | 3329 | 0 | 432 | 1000 | 1000 | 1000 | 0 |
| 9 | 10 | 20000 | Male | High school | Single | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 0 | 0 | 0 | 0 | 13007 | 13912 | 0 | 0 | 0 | 13007 | 1122 | 0 | 0 |
| id | limit_bal | sex | education | marriage | age | payment_status_sep | payment_status_aug | payment_status_jul | payment_status_jun | payment_status_may | payment_status_apr | bill_statement_sep | bill_statement_aug | bill_statement_jul | bill_statement_jun | bill_statement_may | bill_statement_apr | previous_payment_sep | previous_payment_aug | previous_payment_jul | previous_payment_jun | previous_payment_may | previous_payment_apr | default_payment_next_month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29990 | 29991 | 140000 | Male | University | Married | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 138325 | 137142 | 139110 | 138262 | 49675 | 46121 | 6000 | 7000 | 4228 | 1505 | 2000 | 2000 | 0 |
| 29991 | 29992 | 210000 | Male | University | Married | 34 | 3 | 2 | 2 | 2 | 2 | 2 | 2500 | 2500 | 2500 | 2500 | 2500 | 2500 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 29992 | 29993 | 10000 | Male | High school | Married | 43 | 0 | 0 | 0 | -2 | -2 | -2 | 8802 | 10400 | 0 | 0 | 0 | 0 | 2000 | 0 | 0 | 0 | 0 | 0 | 0 |
| 29993 | 29994 | 100000 | Male | Graduate school | Single | 38 | 0 | -1 | -1 | 0 | 0 | 0 | 3042 | 1427 | 102996 | 70626 | 69473 | 55004 | 2000 | 111784 | 4000 | 3000 | 2000 | 2000 | 0 |
| 29994 | 29995 | 80000 | Male | University | Single | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 72557 | 77708 | 79384 | 77519 | 82607 | 81158 | 7000 | 3500 | 0 | 7000 | 0 | 4000 | 1 |
| 29995 | 29996 | 220000 | Male | High school | Married | 39 | 0 | 0 | 0 | 0 | 0 | 0 | 188948 | 192815 | 208365 | 88004 | 31237 | 15980 | 8500 | 20000 | 5003 | 3047 | 5000 | 1000 | 0 |
| 29996 | 29997 | 150000 | Male | High school | Single | 43 | -1 | -1 | -1 | -1 | 0 | 0 | 1683 | 1828 | 3502 | 8979 | 5190 | 0 | 1837 | 3526 | 8998 | 129 | 0 | 0 | 0 |
| 29997 | 29998 | 30000 | Male | University | Single | 37 | 4 | 3 | 2 | -1 | 0 | 0 | 3565 | 3356 | 2758 | 20878 | 20582 | 19357 | 0 | 0 | 22000 | 4200 | 2000 | 3100 | 1 |
| 29998 | 29999 | 80000 | Male | High school | Married | 41 | 1 | -1 | 0 | 0 | 0 | -1 | -1645 | 78379 | 76304 | 52774 | 11855 | 48944 | 85900 | 3409 | 1178 | 1926 | 52964 | 1804 | 1 |
| 29999 | 30000 | 50000 | Male | University | Married | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 47929 | 48905 | 49764 | 36535 | 32428 | 15313 | 2078 | 1800 | 1430 | 1000 | 1000 | 1000 | 1 |